Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 103904 |
| Missing cells | 310 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 19.8 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 6 |
Inflight wifi service is highly correlated with Ease of Online booking | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service | High correlation |
Food and drink is highly correlated with Seat comfort and 2 other fields | High correlation |
Seat comfort is highly correlated with Food and drink and 2 other fields | High correlation |
Inflight entertainment is highly correlated with Food and drink and 2 other fields | High correlation |
On-board service is highly correlated with Baggage handling and 1 other fields | High correlation |
Baggage handling is highly correlated with On-board service and 1 other fields | High correlation |
Inflight service is highly correlated with On-board service and 1 other fields | High correlation |
Cleanliness is highly correlated with Food and drink and 2 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
Inflight wifi service is highly correlated with Ease of Online booking | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service | High correlation |
Food and drink is highly correlated with Seat comfort and 2 other fields | High correlation |
Seat comfort is highly correlated with Food and drink and 2 other fields | High correlation |
Inflight entertainment is highly correlated with Food and drink and 2 other fields | High correlation |
On-board service is highly correlated with Baggage handling and 1 other fields | High correlation |
Baggage handling is highly correlated with On-board service and 1 other fields | High correlation |
Inflight service is highly correlated with On-board service and 1 other fields | High correlation |
Cleanliness is highly correlated with Food and drink and 2 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
Inflight wifi service is highly correlated with Ease of Online booking | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service | High correlation |
Food and drink is highly correlated with Inflight entertainment and 1 other fields | High correlation |
Seat comfort is highly correlated with Inflight entertainment and 1 other fields | High correlation |
Inflight entertainment is highly correlated with Food and drink and 2 other fields | High correlation |
On-board service is highly correlated with Inflight service | High correlation |
Baggage handling is highly correlated with Inflight service | High correlation |
Inflight service is highly correlated with On-board service and 1 other fields | High correlation |
Cleanliness is highly correlated with Food and drink and 2 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
Seat comfort is highly correlated with Cleanliness and 5 other fields | High correlation |
Cleanliness is highly correlated with Seat comfort and 3 other fields | High correlation |
Inflight wifi service is highly correlated with Gate location and 4 other fields | High correlation |
Food and drink is highly correlated with Seat comfort and 2 other fields | High correlation |
Gate location is highly correlated with Inflight wifi service and 2 other fields | High correlation |
satisfaction is highly correlated with Seat comfort and 4 other fields | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
On-board service is highly correlated with Leg room service and 3 other fields | High correlation |
Online boarding is highly correlated with Seat comfort and 5 other fields | High correlation |
Leg room service is highly correlated with On-board service and 2 other fields | High correlation |
Departure/Arrival time convenient is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Type of Travel is highly correlated with satisfaction | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service and 3 other fields | High correlation |
Inflight entertainment is highly correlated with Seat comfort and 6 other fields | High correlation |
Baggage handling is highly correlated with On-board service and 1 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Class is highly correlated with Online boarding | High correlation |
Checkin service is highly correlated with Seat comfort | High correlation |
Inflight service is highly correlated with On-board service and 3 other fields | High correlation |
satisfaction is highly correlated with Class | High correlation |
Class is highly correlated with satisfaction and 1 other fields | High correlation |
Type of Travel is highly correlated with Class | High correlation |
Unnamed: 0 is uniformly distributed | Uniform |
id is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
id has unique values | Unique |
Inflight wifi service has 3103 (3.0%) zeros | Zeros |
Departure/Arrival time convenient has 5300 (5.1%) zeros | Zeros |
Ease of Online booking has 4487 (4.3%) zeros | Zeros |
Online boarding has 2428 (2.3%) zeros | Zeros |
Departure Delay in Minutes has 58668 (56.5%) zeros | Zeros |
Arrival Delay in Minutes has 58159 (56.0%) zeros | Zeros |
Reproduction
| Analysis started | 2021-08-16 10:48:52.868611 |
|---|---|
| Analysis finished | 2021-08-16 10:50:24.552396 |
| Duration | 1 minute and 31.68 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 103904 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51951.5 |
| Minimum | 0 |
|---|---|
| Maximum | 103903 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5195.15 |
| Q1 | 25975.75 |
| median | 51951.5 |
| Q3 | 77927.25 |
| 95-th percentile | 98707.85 |
| Maximum | 103903 |
| Range | 103903 |
| Interquartile range (IQR) | 51951.5 |
Descriptive statistics
| Standard deviation | 29994.64552 |
|---|---|
| Coefficient of variation (CV) | 0.5773586041 |
| Kurtosis | -1.2 |
| Mean | 51951.5 |
| Median Absolute Deviation (MAD) | 25976 |
| Skewness | 0 |
| Sum | 5397968656 |
| Variance | 899678760 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 29988 | 1 | < 0.1% |
| 81165 | 1 | < 0.1% |
| 75022 | 1 | < 0.1% |
| 77071 | 1 | < 0.1% |
| 103704 | 1 | < 0.1% |
| 99610 | 1 | < 0.1% |
| 101659 | 1 | < 0.1% |
| 21792 | 1 | < 0.1% |
| 23841 | 1 | < 0.1% |
| Other values (103894) | 103894 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 103903 | 1 | |
| 103902 | 1 | |
| 103901 | 1 | |
| 103900 | 1 | |
| 103899 | 1 | |
| 103898 | 1 | |
| 103897 | 1 | |
| 103896 | 1 | |
| 103895 | 1 | |
| 103894 | 1 |
| Distinct | 103904 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64924.2105 |
| Minimum | 1 |
|---|---|
| Maximum | 129880 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6593.15 |
| Q1 | 32533.75 |
| median | 64856.5 |
| Q3 | 97368.25 |
| 95-th percentile | 123409.7 |
| Maximum | 129880 |
| Range | 129879 |
| Interquartile range (IQR) | 64834.5 |
Descriptive statistics
| Standard deviation | 37463.81225 |
|---|---|
| Coefficient of variation (CV) | 0.5770391655 |
| Kurtosis | -1.198440096 |
| Mean | 64924.2105 |
| Median Absolute Deviation (MAD) | 32410 |
| Skewness | 0.002864248253 |
| Sum | 6745885168 |
| Variance | 1403537228 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4094 | 1 | < 0.1% |
| 83074 | 1 | < 0.1% |
| 52275 | 1 | < 0.1% |
| 62516 | 1 | < 0.1% |
| 64565 | 1 | < 0.1% |
| 58422 | 1 | < 0.1% |
| 60471 | 1 | < 0.1% |
| 33850 | 1 | < 0.1% |
| 35899 | 1 | < 0.1% |
| 46140 | 1 | < 0.1% |
| Other values (103894) | 103894 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 129880 | 1 | |
| 129879 | 1 | |
| 129878 | 1 | |
| 129875 | 1 | |
| 129874 | 1 | |
| 129873 | 1 | |
| 129871 | 1 | |
| 129870 | 1 | |
| 129869 | 1 | |
| 129867 | 1 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.014917616 |
| Min length | 4 |
Characters and Unicode
| Total characters | 521070 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 52727 | |
| Male | 51177 |
Length
Pie chart
| Value | Count | Frequency (%) |
| female | 52727 | |
| male | 51177 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 156631 | |
| a | 103904 | |
| l | 103904 | |
| F | 52727 | 10.1% |
| m | 52727 | 10.1% |
| M | 51177 | 9.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 417166 | |
| Uppercase Letter | 103904 | 19.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 156631 | |
| a | 103904 | |
| l | 103904 | |
| m | 52727 | 12.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 52727 | |
| M | 51177 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 521070 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 156631 | |
| a | 103904 | |
| l | 103904 | |
| F | 52727 | 10.1% |
| m | 52727 | 10.1% |
| M | 51177 | 9.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 521070 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 156631 | |
| a | 103904 | |
| l | 103904 | |
| F | 52727 | 10.1% |
| m | 52727 | 10.1% |
| M | 51177 | 9.8% |
Customer Type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| Loyal Customer | |
|---|---|
| disloyal Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 14 |
| Mean length | 14.54803472 |
| Min length | 14 |
Characters and Unicode
| Total characters | 1511599 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Loyal Customer |
|---|---|
| 2nd row | disloyal Customer |
| 3rd row | Loyal Customer |
| 4th row | Loyal Customer |
| 5th row | Loyal Customer |
Common Values
| Value | Count | Frequency (%) |
| Loyal Customer | 84923 | |
| disloyal Customer | 18981 | 18.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| customer | 103904 | |
| loyal | 84923 | |
| disloyal | 18981 | 9.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 207808 | |
| l | 122885 | 8.1% |
| s | 122885 | 8.1% |
| y | 103904 | 6.9% |
| a | 103904 | 6.9% |
| 103904 | 6.9% | |
| C | 103904 | 6.9% |
| u | 103904 | 6.9% |
| t | 103904 | 6.9% |
| m | 103904 | 6.9% |
| Other values (5) | 330693 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1218868 | |
| Uppercase Letter | 188827 | 12.5% |
| Space Separator | 103904 | 6.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 207808 | |
| l | 122885 | |
| s | 122885 | |
| y | 103904 | |
| a | 103904 | |
| u | 103904 | |
| t | 103904 | |
| m | 103904 | |
| e | 103904 | |
| r | 103904 | |
| Other values (2) | 37962 | 3.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 103904 | |
| L | 84923 |
Space Separator
| Value | Count | Frequency (%) |
| 103904 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1407695 | |
| Common | 103904 | 6.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 207808 | |
| l | 122885 | |
| s | 122885 | |
| y | 103904 | |
| a | 103904 | |
| C | 103904 | |
| u | 103904 | |
| t | 103904 | |
| m | 103904 | |
| e | 103904 | |
| Other values (4) | 226789 |
Common
| Value | Count | Frequency (%) |
| 103904 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1511599 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 207808 | |
| l | 122885 | 8.1% |
| s | 122885 | 8.1% |
| y | 103904 | 6.9% |
| a | 103904 | 6.9% |
| 103904 | 6.9% | |
| C | 103904 | 6.9% |
| u | 103904 | 6.9% |
| t | 103904 | 6.9% |
| m | 103904 | 6.9% |
| Other values (5) | 330693 |
Age
Real number (ℝ≥0)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.37970627 |
| Minimum | 7 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 27 |
| median | 40 |
| Q3 | 51 |
| 95-th percentile | 64 |
| Maximum | 85 |
| Range | 78 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.1149637 |
|---|---|
| Coefficient of variation (CV) | 0.3838262174 |
| Kurtosis | -0.7195681169 |
| Mean | 39.37970627 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.004516127072 |
| Sum | 4091709 |
| Variance | 228.4621276 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 39 | 2969 | 2.9% |
| 25 | 2798 | 2.7% |
| 40 | 2574 | 2.5% |
| 44 | 2482 | 2.4% |
| 42 | 2457 | 2.4% |
| 41 | 2456 | 2.4% |
| 22 | 2351 | 2.3% |
| 23 | 2346 | 2.3% |
| 45 | 2339 | 2.3% |
| 47 | 2329 | 2.2% |
| Other values (65) | 78803 |
| Value | Count | Frequency (%) |
| 7 | 562 | |
| 8 | 640 | |
| 9 | 692 | |
| 10 | 683 | |
| 11 | 678 | |
| 12 | 635 | |
| 13 | 633 | |
| 14 | 707 | |
| 15 | 818 | |
| 16 | 899 |
| Value | Count | Frequency (%) |
| 85 | 17 | < 0.1% |
| 80 | 78 | 0.1% |
| 79 | 42 | < 0.1% |
| 78 | 33 | < 0.1% |
| 77 | 87 | |
| 76 | 45 | < 0.1% |
| 75 | 61 | 0.1% |
| 74 | 47 | < 0.1% |
| 73 | 51 | < 0.1% |
| 72 | 201 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| Business travel | |
|---|---|
| Personal Travel |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 15 |
| Min length | 15 |
Characters and Unicode
| Total characters | 1558560 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Personal Travel |
|---|---|
| 2nd row | Business travel |
| 3rd row | Business travel |
| 4th row | Business travel |
| 5th row | Business travel |
Common Values
| Value | Count | Frequency (%) |
| Business travel | 71655 | |
| Personal Travel | 32249 |
Length
Pie chart
| Value | Count | Frequency (%) |
| travel | 103904 | |
| business | 71655 | |
| personal | 32249 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 247214 | |
| e | 207808 | |
| r | 136153 | |
| a | 136153 | |
| l | 136153 | |
| n | 103904 | |
| 103904 | ||
| v | 103904 | |
| B | 71655 | 4.6% |
| u | 71655 | 4.6% |
| Other values (5) | 240057 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1318503 | |
| Uppercase Letter | 136153 | 8.7% |
| Space Separator | 103904 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 247214 | |
| e | 207808 | |
| r | 136153 | |
| a | 136153 | |
| l | 136153 | |
| n | 103904 | |
| v | 103904 | |
| u | 71655 | 5.4% |
| i | 71655 | 5.4% |
| t | 71655 | 5.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 71655 | |
| P | 32249 | |
| T | 32249 |
Space Separator
| Value | Count | Frequency (%) |
| 103904 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1454656 | |
| Common | 103904 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 247214 | |
| e | 207808 | |
| r | 136153 | |
| a | 136153 | |
| l | 136153 | |
| n | 103904 | |
| v | 103904 | |
| B | 71655 | 4.9% |
| u | 71655 | 4.9% |
| i | 71655 | 4.9% |
| Other values (4) | 168402 |
Common
| Value | Count | Frequency (%) |
| 103904 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1558560 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 247214 | |
| e | 207808 | |
| r | 136153 | |
| a | 136153 | |
| l | 136153 | |
| n | 103904 | |
| 103904 | ||
| v | 103904 | |
| B | 71655 | 4.6% |
| u | 71655 | 4.6% |
| Other values (5) | 240057 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| Business | |
|---|---|
| Eco | |
| Eco Plus |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 5.750567832 |
| Min length | 3 |
Characters and Unicode
| Total characters | 597507 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Eco Plus |
|---|---|
| 2nd row | Business |
| 3rd row | Business |
| 4th row | Business |
| 5th row | Business |
Common Values
| Value | Count | Frequency (%) |
| Business | 49665 | |
| Eco | 46745 | |
| Eco Plus | 7494 | 7.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| eco | 54239 | |
| business | 49665 | |
| plus | 7494 | 6.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 156489 | |
| u | 57159 | 9.6% |
| E | 54239 | 9.1% |
| c | 54239 | 9.1% |
| o | 54239 | 9.1% |
| B | 49665 | 8.3% |
| i | 49665 | 8.3% |
| n | 49665 | 8.3% |
| e | 49665 | 8.3% |
| 7494 | 1.3% | |
| Other values (2) | 14988 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 478615 | |
| Uppercase Letter | 111398 | 18.6% |
| Space Separator | 7494 | 1.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 156489 | |
| u | 57159 | 11.9% |
| c | 54239 | 11.3% |
| o | 54239 | 11.3% |
| i | 49665 | 10.4% |
| n | 49665 | 10.4% |
| e | 49665 | 10.4% |
| l | 7494 | 1.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 54239 | |
| B | 49665 | |
| P | 7494 | 6.7% |
Space Separator
| Value | Count | Frequency (%) |
| 7494 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 590013 | |
| Common | 7494 | 1.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 156489 | |
| u | 57159 | 9.7% |
| E | 54239 | 9.2% |
| c | 54239 | 9.2% |
| o | 54239 | 9.2% |
| B | 49665 | 8.4% |
| i | 49665 | 8.4% |
| n | 49665 | 8.4% |
| e | 49665 | 8.4% |
| P | 7494 | 1.3% |
Common
| Value | Count | Frequency (%) |
| 7494 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 597507 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 156489 | |
| u | 57159 | 9.6% |
| E | 54239 | 9.1% |
| c | 54239 | 9.1% |
| o | 54239 | 9.1% |
| B | 49665 | 8.3% |
| i | 49665 | 8.3% |
| n | 49665 | 8.3% |
| e | 49665 | 8.3% |
| 7494 | 1.3% | |
| Other values (2) | 14988 | 2.5% |
Flight Distance
Real number (ℝ≥0)
| Distinct | 3802 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1189.448375 |
| Minimum | 31 |
|---|---|
| Maximum | 4983 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 175 |
| Q1 | 414 |
| median | 843 |
| Q3 | 1743 |
| 95-th percentile | 3383 |
| Maximum | 4983 |
| Range | 4952 |
| Interquartile range (IQR) | 1329 |
Descriptive statistics
| Standard deviation | 997.1472805 |
|---|---|
| Coefficient of variation (CV) | 0.838327498 |
| Kurtosis | 0.2685354395 |
| Mean | 1189.448375 |
| Median Absolute Deviation (MAD) | 517 |
| Skewness | 1.109465668 |
| Sum | 123588444 |
| Variance | 994302.6991 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 337 | 660 | 0.6% |
| 594 | 395 | 0.4% |
| 404 | 392 | 0.4% |
| 2475 | 369 | 0.4% |
| 862 | 369 | 0.4% |
| 447 | 362 | 0.3% |
| 236 | 351 | 0.3% |
| 192 | 333 | 0.3% |
| 399 | 332 | 0.3% |
| 308 | 329 | 0.3% |
| Other values (3792) | 100012 |
| Value | Count | Frequency (%) |
| 31 | 8 | < 0.1% |
| 56 | 8 | < 0.1% |
| 67 | 128 | |
| 73 | 59 | |
| 74 | 30 | < 0.1% |
| 76 | 1 | < 0.1% |
| 77 | 41 | < 0.1% |
| 78 | 30 | < 0.1% |
| 80 | 2 | < 0.1% |
| 82 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 4983 | 12 | |
| 4963 | 13 | |
| 4817 | 5 | < 0.1% |
| 4502 | 10 | |
| 4243 | 18 | |
| 4000 | 11 | |
| 3999 | 5 | < 0.1% |
| 3998 | 8 | |
| 3997 | 9 | |
| 3996 | 8 |
Inflight wifi service
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.729683169 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3103 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.327829471 |
|---|---|
| Coefficient of variation (CV) | 0.4864408757 |
| Kurtosis | -0.8461697189 |
| Mean | 2.729683169 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.04040802158 |
| Sum | 283625 |
| Variance | 1.763131105 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 25868 | |
| 2 | 25830 | |
| 4 | 19794 | |
| 1 | 17840 | |
| 5 | 11469 | |
| 0 | 3103 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 3103 | 3.0% |
| 1 | 17840 | |
| 2 | 25830 | |
| 3 | 25868 | |
| 4 | 19794 | |
| 5 | 11469 |
| Value | Count | Frequency (%) |
| 5 | 11469 | |
| 4 | 19794 | |
| 3 | 25868 | |
| 2 | 25830 | |
| 1 | 17840 | |
| 0 | 3103 | 3.0% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.060296043 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5300 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.525075197 |
|---|---|
| Coefficient of variation (CV) | 0.4983423748 |
| Kurtosis | -1.037767284 |
| Mean | 3.060296043 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3343986322 |
| Sum | 317977 |
| Variance | 2.325854357 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 25546 | |
| 5 | 22403 | |
| 3 | 17966 | |
| 2 | 17191 | |
| 1 | 15498 | |
| 0 | 5300 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 5300 | 5.1% |
| 1 | 15498 | |
| 2 | 17191 | |
| 3 | 17966 | |
| 4 | 25546 | |
| 5 | 22403 |
| Value | Count | Frequency (%) |
| 5 | 22403 | |
| 4 | 25546 | |
| 3 | 17966 | |
| 2 | 17191 | |
| 1 | 15498 | |
| 0 | 5300 | 5.1% |
Ease of Online booking
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.756900601 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 4487 |
| Zeros (%) | 4.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.398929473 |
|---|---|
| Coefficient of variation (CV) | 0.5074283318 |
| Kurtosis | -0.9103462085 |
| Mean | 2.756900601 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.01829427334 |
| Sum | 286453 |
| Variance | 1.957003669 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 24449 | |
| 2 | 24021 | |
| 4 | 19571 | |
| 1 | 17525 | |
| 5 | 13851 | |
| 0 | 4487 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 4487 | 4.3% |
| 1 | 17525 | |
| 2 | 24021 | |
| 3 | 24449 | |
| 4 | 19571 | |
| 5 | 13851 |
| Value | Count | Frequency (%) |
| 5 | 13851 | |
| 4 | 19571 | |
| 3 | 24449 | |
| 2 | 24021 | |
| 1 | 17525 | |
| 0 | 4487 | 4.3% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.976882507 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.27762101 |
|---|---|
| Coefficient of variation (CV) | 0.4291808653 |
| Kurtosis | -1.030283299 |
| Mean | 2.976882507 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.05888941158 |
| Sum | 309310 |
| Variance | 1.632315446 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 28577 | |
| 4 | 24426 | |
| 2 | 19459 | |
| 1 | 17562 | |
| 5 | 13879 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 17562 | |
| 2 | 19459 | |
| 3 | 28577 | |
| 4 | 24426 | |
| 5 | 13879 |
| Value | Count | Frequency (%) |
| 5 | 13879 | |
| 4 | 24426 | |
| 3 | 28577 | |
| 2 | 19459 | |
| 1 | 17562 | |
| 0 | 1 | < 0.1% |
Food and drink
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.202128888 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 107 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.329532711 |
|---|---|
| Coefficient of variation (CV) | 0.4152027471 |
| Kurtosis | -1.145453205 |
| Mean | 3.202128888 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.151279497 |
| Sum | 332714 |
| Variance | 1.767657229 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 24359 | |
| 5 | 22313 | |
| 3 | 22300 | |
| 2 | 21988 | |
| 1 | 12837 | |
| 0 | 107 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 107 | 0.1% |
| 1 | 12837 | |
| 2 | 21988 | |
| 3 | 22300 | |
| 4 | 24359 | |
| 5 | 22313 |
| Value | Count | Frequency (%) |
| 5 | 22313 | |
| 4 | 24359 | |
| 3 | 22300 | |
| 2 | 21988 | |
| 1 | 12837 | |
| 0 | 107 | 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.250375346 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2428 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.349508954 |
|---|---|
| Coefficient of variation (CV) | 0.4151855739 |
| Kurtosis | -0.7020058043 |
| Mean | 3.250375346 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4538516953 |
| Sum | 337727 |
| Variance | 1.821174416 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 30762 | |
| 3 | 21804 | |
| 5 | 20713 | |
| 2 | 17505 | |
| 1 | 10692 | 10.3% |
| 0 | 2428 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 2428 | 2.3% |
| 1 | 10692 | 10.3% |
| 2 | 17505 | |
| 3 | 21804 | |
| 4 | 30762 | |
| 5 | 20713 |
| Value | Count | Frequency (%) |
| 5 | 20713 | |
| 4 | 30762 | |
| 3 | 21804 | |
| 2 | 17505 | |
| 1 | 10692 | 10.3% |
| 0 | 2428 | 2.3% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.439395981 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.319087519 |
|---|---|
| Coefficient of variation (CV) | 0.3835230157 |
| Kurtosis | -0.9257020682 |
| Mean | 3.439395981 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4827753882 |
| Sum | 357367 |
| Variance | 1.739991882 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 31765 | |
| 5 | 26470 | |
| 3 | 18696 | |
| 2 | 14897 | |
| 1 | 12075 | 11.6% |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 12075 | 11.6% |
| 2 | 14897 | |
| 3 | 18696 | |
| 4 | 31765 | |
| 5 | 26470 |
| Value | Count | Frequency (%) |
| 5 | 26470 | |
| 4 | 31765 | |
| 3 | 18696 | |
| 2 | 14897 | |
| 1 | 12075 | 11.6% |
| 0 | 1 | < 0.1% |
Inflight entertainment
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.35815753 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.332990715 |
|---|---|
| Coefficient of variation (CV) | 0.3969410913 |
| Kurtosis | -1.060695752 |
| Mean | 3.35815753 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3651305877 |
| Sum | 348926 |
| Variance | 1.776864245 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 29423 | |
| 5 | 25213 | |
| 3 | 19139 | |
| 2 | 17637 | |
| 1 | 12478 | |
| 0 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14 | < 0.1% |
| 1 | 12478 | |
| 2 | 17637 | |
| 3 | 19139 | |
| 4 | 29423 | |
| 5 | 25213 |
| Value | Count | Frequency (%) |
| 5 | 25213 | |
| 4 | 29423 | |
| 3 | 19139 | |
| 2 | 17637 | |
| 1 | 12478 | |
| 0 | 14 | < 0.1% |
On-board service
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.382362565 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.288354361 |
|---|---|
| Coefficient of variation (CV) | 0.3809036837 |
| Kurtosis | -0.8923352438 |
| Mean | 3.382362565 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4200307451 |
| Sum | 351441 |
| Variance | 1.659856959 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 30867 | |
| 5 | 23648 | |
| 3 | 22833 | |
| 2 | 14681 | |
| 1 | 11872 | 11.4% |
| 0 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 11872 | 11.4% |
| 2 | 14681 | |
| 3 | 22833 | |
| 4 | 30867 | |
| 5 | 23648 |
| Value | Count | Frequency (%) |
| 5 | 23648 | |
| 4 | 30867 | |
| 3 | 22833 | |
| 2 | 14681 | |
| 1 | 11872 | 11.4% |
| 0 | 3 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.35105482 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 472 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.315604619 |
|---|---|
| Coefficient of variation (CV) | 0.3925941801 |
| Kurtosis | -0.9802569111 |
| Mean | 3.35105482 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3502313446 |
| Sum | 348188 |
| Variance | 1.730815514 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 28789 | |
| 5 | 24667 | |
| 3 | 20098 | |
| 2 | 19525 | |
| 1 | 10353 | 10.0% |
| 0 | 472 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 472 | 0.5% |
| 1 | 10353 | 10.0% |
| 2 | 19525 | |
| 3 | 20098 | |
| 4 | 28789 | |
| 5 | 24667 |
| Value | Count | Frequency (%) |
| 5 | 24667 | |
| 4 | 28789 | |
| 3 | 20098 | |
| 2 | 19525 | |
| 1 | 10353 | 10.0% |
| 0 | 472 | 0.5% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 103904 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 103904 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 103904 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 103904 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.304290499 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.265395827 |
|---|---|
| Coefficient of variation (CV) | 0.382955381 |
| Kurtosis | -0.8288770565 |
| Mean | 3.304290499 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3649819608 |
| Sum | 343329 |
| Variance | 1.601226599 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 29055 | |
| 3 | 28446 | |
| 5 | 20619 | |
| 2 | 12893 | |
| 1 | 12890 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 12890 | |
| 2 | 12893 | |
| 3 | 28446 | |
| 4 | 29055 | |
| 5 | 20619 |
| Value | Count | Frequency (%) |
| 5 | 20619 | |
| 4 | 29055 | |
| 3 | 28446 | |
| 2 | 12893 | |
| 1 | 12890 | |
| 0 | 1 | < 0.1% |
Inflight service
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.640427702 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.175663034 |
|---|---|
| Coefficient of variation (CV) | 0.3229464035 |
| Kurtosis | -0.3575091976 |
| Mean | 3.640427702 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.6903139573 |
| Sum | 378255 |
| Variance | 1.382183569 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 37945 | |
| 5 | 27116 | |
| 3 | 20299 | |
| 2 | 11457 | 11.0% |
| 1 | 7084 | 6.8% |
| 0 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 7084 | 6.8% |
| 2 | 11457 | 11.0% |
| 3 | 20299 | |
| 4 | 37945 | |
| 5 | 27116 |
| Value | Count | Frequency (%) |
| 5 | 27116 | |
| 4 | 37945 | |
| 3 | 20299 | |
| 2 | 11457 | 11.0% |
| 1 | 7084 | 6.8% |
| 0 | 3 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.286350862 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.312272847 |
|---|---|
| Coefficient of variation (CV) | 0.3993100256 |
| Kurtosis | -1.012557651 |
| Mean | 3.286350862 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3000744927 |
| Sum | 341465 |
| Variance | 1.722060025 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 27179 | |
| 3 | 24574 | |
| 5 | 22689 | |
| 2 | 16132 | |
| 1 | 13318 | |
| 0 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 12 | < 0.1% |
| 1 | 13318 | |
| 2 | 16132 | |
| 3 | 24574 | |
| 4 | 27179 | |
| 5 | 22689 |
| Value | Count | Frequency (%) |
| 5 | 22689 | |
| 4 | 27179 | |
| 3 | 24574 | |
| 2 | 16132 | |
| 1 | 13318 | |
| 0 | 12 | < 0.1% |
Departure Delay in Minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 446 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.81561826 |
| Minimum | 0 |
|---|---|
| Maximum | 1592 |
| Zeros | 58668 |
| Zeros (%) | 56.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 78 |
| Maximum | 1592 |
| Range | 1592 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 38.23090058 |
|---|---|
| Coefficient of variation (CV) | 2.580445845 |
| Kurtosis | 100.2670058 |
| Mean | 14.81561826 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.73397951 |
| Sum | 1539402 |
| Variance | 1461.601759 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 58668 | |
| 1 | 2948 | 2.8% |
| 2 | 2274 | 2.2% |
| 3 | 2009 | 1.9% |
| 4 | 1854 | 1.8% |
| 5 | 1692 | 1.6% |
| 6 | 1517 | 1.5% |
| 7 | 1392 | 1.3% |
| 8 | 1295 | 1.2% |
| 9 | 1255 | 1.2% |
| Other values (436) | 29000 |
| Value | Count | Frequency (%) |
| 0 | 58668 | |
| 1 | 2948 | 2.8% |
| 2 | 2274 | 2.2% |
| 3 | 2009 | 1.9% |
| 4 | 1854 | 1.8% |
| 5 | 1692 | 1.6% |
| 6 | 1517 | 1.5% |
| 7 | 1392 | 1.3% |
| 8 | 1295 | 1.2% |
| 9 | 1255 | 1.2% |
| Value | Count | Frequency (%) |
| 1592 | 1 | |
| 1305 | 1 | |
| 1017 | 1 | |
| 978 | 1 | |
| 933 | 1 | |
| 930 | 1 | |
| 921 | 1 | |
| 859 | 1 | |
| 853 | 1 | |
| 750 | 1 |
Arrival Delay in Minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 455 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 310 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.1786783 |
| Minimum | 0 |
|---|---|
| Maximum | 1584 |
| Zeros | 58159 |
| Zeros (%) | 56.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 13 |
| 95-th percentile | 79 |
| Maximum | 1584 |
| Range | 1584 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 38.69868202 |
|---|---|
| Coefficient of variation (CV) | 2.549542276 |
| Kurtosis | 94.5370055 |
| Mean | 15.1786783 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.596636807 |
| Sum | 1572420 |
| Variance | 1497.58799 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 58159 | |
| 1 | 2211 | 2.1% |
| 2 | 2064 | 2.0% |
| 3 | 1952 | 1.9% |
| 4 | 1907 | 1.8% |
| 5 | 1658 | 1.6% |
| 6 | 1616 | 1.6% |
| 7 | 1481 | 1.4% |
| 8 | 1394 | 1.3% |
| 9 | 1264 | 1.2% |
| Other values (445) | 29888 |
| Value | Count | Frequency (%) |
| 0 | 58159 | |
| 1 | 2211 | 2.1% |
| 2 | 2064 | 2.0% |
| 3 | 1952 | 1.9% |
| 4 | 1907 | 1.8% |
| 5 | 1658 | 1.6% |
| 6 | 1616 | 1.6% |
| 7 | 1481 | 1.4% |
| 8 | 1394 | 1.3% |
| 9 | 1264 | 1.2% |
| Value | Count | Frequency (%) |
| 1584 | 1 | |
| 1280 | 1 | |
| 1011 | 1 | |
| 970 | 1 | |
| 952 | 1 | |
| 924 | 1 | |
| 920 | 1 | |
| 860 | 1 | |
| 823 | 1 | |
| 729 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| neutral or dissatisfied | |
|---|---|
| satisfied |
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 16.93334232 |
| Min length | 9 |
Characters and Unicode
| Total characters | 1759442 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | neutral or dissatisfied |
|---|---|
| 2nd row | neutral or dissatisfied |
| 3rd row | satisfied |
| 4th row | neutral or dissatisfied |
| 5th row | satisfied |
Common Values
| Value | Count | Frequency (%) |
| neutral or dissatisfied | 58879 | |
| satisfied | 45025 |
Length
Pie chart
| Value | Count | Frequency (%) |
| dissatisfied | 58879 | |
| or | 58879 | |
| neutral | 58879 | |
| satisfied | 45025 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 266687 | |
| s | 266687 | |
| e | 162783 | |
| t | 162783 | |
| a | 162783 | |
| d | 162783 | |
| r | 117758 | |
| 117758 | ||
| f | 103904 | 5.9% |
| n | 58879 | 3.3% |
| Other values (3) | 176637 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1641684 | |
| Space Separator | 117758 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 266687 | |
| s | 266687 | |
| e | 162783 | |
| t | 162783 | |
| a | 162783 | |
| d | 162783 | |
| r | 117758 | |
| f | 103904 | 6.3% |
| n | 58879 | 3.6% |
| u | 58879 | 3.6% |
| Other values (2) | 117758 |
Space Separator
| Value | Count | Frequency (%) |
| 117758 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1641684 | |
| Common | 117758 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 266687 | |
| s | 266687 | |
| e | 162783 | |
| t | 162783 | |
| a | 162783 | |
| d | 162783 | |
| r | 117758 | |
| f | 103904 | 6.3% |
| n | 58879 | 3.6% |
| u | 58879 | 3.6% |
| Other values (2) | 117758 |
Common
| Value | Count | Frequency (%) |
| 117758 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1759442 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 266687 | |
| s | 266687 | |
| e | 162783 | |
| t | 162783 | |
| a | 162783 | |
| d | 162783 | |
| r | 117758 | |
| 117758 | ||
| f | 103904 | 5.9% |
| n | 58879 | 3.3% |
| Other values (3) | 176637 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Unnamed: 0 | id | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 70172 | Male | Loyal Customer | 13 | Personal Travel | Eco Plus | 460 | 3 | 4 | 3 | 1 | 5 | 3 | 5 | 5 | 4 | 3 | 4 | 4 | 5 | 5 | 25 | 18.0 | neutral or dissatisfied |
| 1 | 1 | 5047 | Male | disloyal Customer | 25 | Business travel | Business | 235 | 3 | 2 | 3 | 3 | 1 | 3 | 1 | 1 | 1 | 5 | 3 | 1 | 4 | 1 | 1 | 6.0 | neutral or dissatisfied |
| 2 | 2 | 110028 | Female | Loyal Customer | 26 | Business travel | Business | 1142 | 2 | 2 | 2 | 2 | 5 | 5 | 5 | 5 | 4 | 3 | 4 | 4 | 4 | 5 | 0 | 0.0 | satisfied |
| 3 | 3 | 24026 | Female | Loyal Customer | 25 | Business travel | Business | 562 | 2 | 5 | 5 | 5 | 2 | 2 | 2 | 2 | 2 | 5 | 3 | 1 | 4 | 2 | 11 | 9.0 | neutral or dissatisfied |
| 4 | 4 | 119299 | Male | Loyal Customer | 61 | Business travel | Business | 214 | 3 | 3 | 3 | 3 | 4 | 5 | 5 | 3 | 3 | 4 | 4 | 3 | 3 | 3 | 0 | 0.0 | satisfied |
| 5 | 5 | 111157 | Female | Loyal Customer | 26 | Personal Travel | Eco | 1180 | 3 | 4 | 2 | 1 | 1 | 2 | 1 | 1 | 3 | 4 | 4 | 4 | 4 | 1 | 0 | 0.0 | neutral or dissatisfied |
| 6 | 6 | 82113 | Male | Loyal Customer | 47 | Personal Travel | Eco | 1276 | 2 | 4 | 2 | 3 | 2 | 2 | 2 | 2 | 3 | 3 | 4 | 3 | 5 | 2 | 9 | 23.0 | neutral or dissatisfied |
| 7 | 7 | 96462 | Female | Loyal Customer | 52 | Business travel | Business | 2035 | 4 | 3 | 4 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 4 | 4 | 0.0 | satisfied |
| 8 | 8 | 79485 | Female | Loyal Customer | 41 | Business travel | Business | 853 | 1 | 2 | 2 | 2 | 4 | 3 | 3 | 1 | 1 | 2 | 1 | 4 | 1 | 2 | 0 | 0.0 | neutral or dissatisfied |
| 9 | 9 | 65725 | Male | disloyal Customer | 20 | Business travel | Eco | 1061 | 3 | 3 | 3 | 4 | 2 | 3 | 3 | 2 | 2 | 3 | 4 | 4 | 3 | 2 | 0 | 0.0 | neutral or dissatisfied |
Last rows
| Unnamed: 0 | id | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 103894 | 103894 | 86549 | Male | Loyal Customer | 26 | Business travel | Business | 712 | 4 | 4 | 4 | 4 | 5 | 5 | 5 | 5 | 3 | 4 | 4 | 3 | 4 | 5 | 17 | 26.0 | satisfied |
| 103895 | 103895 | 66030 | Female | disloyal Customer | 24 | Business travel | Eco | 1055 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 3 | 3 | 5 | 5 | 4 | 1 | 13 | 10.0 | neutral or dissatisfied |
| 103896 | 103896 | 71445 | Male | Loyal Customer | 57 | Business travel | Eco | 867 | 4 | 5 | 5 | 5 | 4 | 4 | 4 | 4 | 3 | 4 | 3 | 1 | 3 | 4 | 0 | 0.0 | neutral or dissatisfied |
| 103897 | 103897 | 102203 | Female | Loyal Customer | 60 | Business travel | Business | 1599 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 9 | 7.0 | satisfied |
| 103898 | 103898 | 60666 | Male | Loyal Customer | 50 | Personal Travel | Eco | 1620 | 3 | 1 | 3 | 4 | 2 | 3 | 2 | 2 | 4 | 3 | 4 | 2 | 4 | 2 | 0 | 0.0 | neutral or dissatisfied |
| 103899 | 103899 | 94171 | Female | disloyal Customer | 23 | Business travel | Eco | 192 | 2 | 1 | 2 | 3 | 2 | 2 | 2 | 2 | 3 | 1 | 4 | 2 | 3 | 2 | 3 | 0.0 | neutral or dissatisfied |
| 103900 | 103900 | 73097 | Male | Loyal Customer | 49 | Business travel | Business | 2347 | 4 | 4 | 4 | 4 | 2 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 0 | 0.0 | satisfied |
| 103901 | 103901 | 68825 | Male | disloyal Customer | 30 | Business travel | Business | 1995 | 1 | 1 | 1 | 3 | 4 | 1 | 5 | 4 | 3 | 2 | 4 | 5 | 5 | 4 | 7 | 14.0 | neutral or dissatisfied |
| 103902 | 103902 | 54173 | Female | disloyal Customer | 22 | Business travel | Eco | 1000 | 1 | 1 | 1 | 5 | 1 | 1 | 1 | 1 | 4 | 5 | 1 | 5 | 4 | 1 | 0 | 0.0 | neutral or dissatisfied |
| 103903 | 103903 | 62567 | Male | Loyal Customer | 27 | Business travel | Business | 1723 | 1 | 3 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 4 | 3 | 1 | 0 | 0.0 | neutral or dissatisfied |